Discover Awesome MCP Servers

Hybrid RAG Project MCP Server

Enables Claude to perform hybrid search across local documents by combining semantic vector retrieval and BM25 keyword matching for optimal context recovery. It supports multiple file formats including PDF, CSV, and Markdown, leveraging local Ollama models for private and efficient document querying.

migratoor

Database migration safety checker MCP server that analyzes SQL for dangerous patterns and provides safe alternatives.

Steampipe MCP Server

Un servidor MCP que le permite a Claude consultar directamente bases de datos PostgreSQL de Steampipe. Conecte Claude a su instancia de Steampipe para analizar fácilmente datos de AWS, GCP y otros proveedores de la nube a través del lenguaje natural.

kaspi-merchant-mcp

Enables managing Kaspi Marketplace orders through AI assistants, including listing, accepting, completing, and canceling orders, with real-time operations directly on production data (no sandbox).

Xiaohongshu MCP Server

An automation server that enables interaction with Xiaohongshu platform through browser automation, supporting functions like article search, content viewing, reading comments, and posting comments.

screenshot-pdf

Captures full-page screenshots and PDFs from any URL using Chromium rendering, with pay-per-call via x402 micropayments.

BrowserSpend Guard MCP

Approval receipts for AI browser purchases. Enables purchase evaluation, approval recording, budget alerts, and receipt export.

bricks-use

MCP server for executing Databricks SQL queries and comparing table data, supporting CLI and VS Code integration.

delovye-linii-mcp

An MCP server for the Delovye Linii logistics API, enabling cargo delivery cost calculation, order creation, tracking, and directory lookups for cities and terminals.

Excel LSP

An MCP server that provides a semantic index and 14 bounded tools for AI agents to navigate Excel workbooks by symbols, references, and diagnostics, avoiding the need to read entire rows.

Quorum Agents

Enables orchestrating multiple specialist Claude Code agents as a team, with live visualization and agent-to-agent messaging.

Vitally MCP Server

Provides access to Vitally customer success platform data, enabling users to search accounts and users, view health scores, manage conversations and tasks, and create notes through natural language interactions.

Ollama MCP Server

A universal MCP server that integrates with local Ollama instances, enabling AI-powered chat, model management, and text generation from any MCP-compatible IDE or application.

Onplana MCP server

Open-source TypeScript MCP server template with Streamable HTTP transport, Bearer auth, and prompt-injection containment, plus a client SDK for Onplana's hosted MCP endpoint.

Pixel Art MCP

An MCP server that generates pixel-art PNGs from text prompts, using a free image backend, and saves them directly to your project directory.

Sequential Thinking MCP Server

Enables dynamic and reflective problem-solving through a structured thinking process with tools for sequential analysis, tree of thoughts, self-critique, and integration with external knowledge and codebase analysis.

npu-vision-fallback

Provides an MCP server for local low-power screen vision, enabling AI agents to perform OCR and UI detection on inaccessible screens (games, remote desktops) using NPU acceleration and system OCR.

@pipeworx/tn-dmv

Enables querying Tennessee DMV driver service center locations with per-location service capabilities and impaired driving crash data for 2022.

Sui MCP SHIT Minter

MCP server for minting SHIT tokens on Sui blockchain, supporting self-sponsored and sponsored transaction flows.

image-recognition-mcp

Gives vision-less LLMs the ability to recognize clipboard screenshots and images by proxying to an OpenAI-compatible vision model.

MCP Ollama Server

Provides direct access to Ollama models for AI inference, including text generation, chat, model management, and embeddings.

billz_mcp

MCP server for the BILLZ POS/Retail API 2.0, enabling AI agents to perform analytics and full retail operations including sales, products, customers, reports, and inventory management.

GuardRail MCP v2.0 (Enterprise)

GuardRail MCP is an enterprise agent security server that provides multi-language code analysis, dependency scanning, and container security checks, with RBAC, policy packs, and audit logging.

SharkMCP

A Model Context Protocol server that provides network packet capture and analysis capabilities through Wireshark/tshark integration, enabling AI assistants to perform network security analysis and troubleshooting.

MCP WordPress Server

Comprehensive MCP server to manage WordPress sites via natural language, enabling content creation, SEO, and multi-site administration through AI tools like Claude Desktop.

MCP Executor Server

A secure server that enables code execution in isolated Docker environments, supporting Python with strict security constraints including network isolation, limited filesystem access, and resource limitations.

ABAQUS MCP Server for GUI Scripting

A server that enables programmatic interaction with an already running Abaqus/CAE GUI application, allowing users to execute Python scripts and retrieve message logs through the Model Context Protocol (MCP).

healow-mcp-server

An MCP server that wraps the eClinicalWorks / healow FHIR R4 API so an MCP client (e.g. Claude Desktop) can read patient clinical data from one or more practices.

xiangguangyu-mcp-skills

MCP server offering 252 AI skills as 12 MCP tools for tasks like MBTI analysis, contract review, and quantitative trading.

Codex Gemini Web Bridge

Enables Codex to interact with Gemini Web through browser automation, allowing it to ask scoped questions and analyze public URLs or YouTube videos without a Gemini API key.